The spectral theorem for real symmetric matrices gives with an orthogonal matrix . Positive definiteness makes every eigenvalue positive. Define the matrix square rootIt is symmetric, its square is , and for any nonzero vector ,Thus it is also positive-definite, and its matrix inverse is .
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